ASILO Robustness — Summary

Final-round snapshot (mean ± 95% CI)

block label method round f1_mean f1_std ci_low ci_high bytes_cum_mean
heterogeneous fast25 ASILO 49 0.8724 0.0087 0.8670 0.8778 18169839.9000
heterogeneous fast25 DFedSAM 49 0.8489 0.0141 0.8401 0.8576 19890000.0000
heterogeneous fast25 DeceFL 49 0.8378 0.0134 0.8294 0.8461 79560000.0000
heterogeneous fast25 FedAvg 49 0.8423 0.0248 0.8269 0.8576 19890000.0000
heterogeneous fast50 ASILO 49 0.8623 0.0225 0.8484 0.8762 18087478.7000
heterogeneous fast50 DFedSAM 49 0.8410 0.0245 0.8259 0.8562 19890000.0000
heterogeneous fast50 DeceFL 49 0.8418 0.0197 0.8295 0.8540 79560000.0000
heterogeneous fast50 FedAvg 49 0.8438 0.0276 0.8267 0.8609 19890000.0000
homogeneous homogeneous ASILO 49 0.8558 0.0091 0.8502 0.8615 20907447.0000
homogeneous homogeneous DFedSAM 49 0.8482 0.0237 0.8336 0.8629 19890000.0000
homogeneous homogeneous DeceFL 49 0.8381 0.0158 0.8283 0.8479 79560000.0000
homogeneous homogeneous FedAvg 49 0.8316 0.0213 0.8184 0.8448 19890000.0000

f1_mean_ci_timeseries_ASILO

f1_mean_ci_timeseries_FedAvg

f1_mean_ci_timeseries_DeceFL

f1_mean_ci_timeseries_DFedSAM

f1_asilo_vs_bases_homogeneous

f1_asilo_vs_bases_fast50

f1_asilo_vs_bases_fast25

F1 across rounds

F1 vs Normalized Communication

Pheromone decay

boxplot f1 heterogeneous heterogeneous-fast25 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast25 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast25 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast25 FedAvg.png

boxplot f1 heterogeneous heterogeneous-fast50 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast50 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast50 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast50 FedAvg.png

boxplot f1 homogeneous homogeneous ASILO.png

boxplot f1 homogeneous homogeneous DeceFL.png

boxplot f1 homogeneous homogeneous DFedSAM.png

boxplot f1 homogeneous homogeneous FedAvg.png